ai-agent

GEAK: Speed Up AI Model Kernels for Faster GPU Performance

Name: GEAK: Speed Up AI Model Kernels for Faster GPU Performance
Author: AMD-AGI

GEAK lets founders generate optimized AI kernels with Python and Triton, cutting GPU compute time and simplifying kernel tuning.

From the repo · “Generating Efficient AI-Centric Kernels”

190 stars+5★ this week67 forksPythonGuide quality 9/10 · reviewed Oct 10Updated 10/22/2026100% free · open source

What it does

GEAK generates efficient AI-centric kernels for founders using Python and AI to optimize their machine learning models

When to use it

•When you need to optimize your AI model's performance on a specific hardware
•When you want to reduce the energy consumption of your AI model
•When you need to deploy your AI model on a edge device with limited resources

Ready-to-paste prompt

python geak.py --config config.json --input-shape 224 224 3 --output-shape 1000 --model resnet50

Heads up: GEAK requires a specific version of the TensorFlow library (>= 2.4.0) and a compatible Python version (>= 3.7) to run correctly

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/geak && curl -fsSL https://workflowstacks.com/api/skills/geak/claude-skill -o ~/.claude/skills/geak/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

What's inside — free to inspect

No purchase needed

Read the entire source before you build — unlike paid marketplaces that hide it behind a buy button.

top-level files

folders

158.4M

source size

Apache-2.0

license

Key files

README.md

File tree

.github/

ci/

docs/

e2e_workflow/

examples/

geak/

interface/

kb/

kernel_workflow/

perf_knowledge/

scripts/

.gitignore

.gitleaks.toml

.readthedocs.yaml

CONTRIBUTING.md

LICENSE.md

pyproject.toml

README.md

SECURITY.md

setup.py

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/geak && curl -fsSL https://workflowstacks.com/api/skills/geak/claude-skill -o ~/.claude/skills/geak/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

AMD-AGI

Language

Python

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